An economic model for credit assessment problems using screening approaches

An economic model for credit assessment problems using screening approaches

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Article ID: iaor20062719
Country: United Kingdom
Volume: 56
Issue: 7
Start Page Number: 836
End Page Number: 843
Publication Date: Jul 2005
Journal: Journal of the Operational Research Society
Authors: , ,
Keywords: credit scoring
Abstract:

How to combine varying credit information collected from various sources at difference periods for the purpose of credit assessment is an important issue for some financial companies. In this article, the screening procedures using individual cut and linear cut approaches are proposed to solve the issue and to control default rates in credit assessment problems. Then, an economic screening model is provided to incorporate with the proposed approaches so that optimal cutoff points are determined by maximizing total profit. An example of a loan programme is illustrated with the use of the proposed economic screening procedures. The results show that the linear cut approach uniformly outperforms the individual cut approach in terms of total profit and computation complexity. Moreover, the linear cut approach can be easily extended to the case with multiple variables and the solution is also in a closed form. Therefore, the screening procedure using the linear cut approach is strongly recommended for credit assessment problems.

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